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<div class="title">ailayer_template.h</div>  </div>
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<a href="ailayer__template_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160; </div>
<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#ifndef TEMPLATE_LAYER</span></div>
<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#define TEMPLATE_LAYER</span></div>
<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160; </div>
<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="aifes__core_8h.html">core/aifes_core.h</a>&quot;</span></div>
<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160; </div>
<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="keyword">typedef</span> <span class="keyword">struct </span><a class="code" href="structailayer__template.html">ailayer_template</a>     <a class="code" href="structailayer__template.html">ailayer_template_t</a>;</div>
<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160; </div>
<div class="line"><a name="l00035"></a><span class="lineno"><a class="line" href="structailayer__template.html">   35</a></span>&#160;<span class="keyword">struct </span><a class="code" href="structailayer__template.html">ailayer_template</a> {</div>
<div class="line"><a name="l00036"></a><span class="lineno"><a class="line" href="structailayer__template.html#ab13782a46e3804246bf82a92955096b3">   36</a></span>&#160;    <a class="code" href="structailayer.html">ailayer_t</a> <a class="code" href="structailayer__template.html#ab13782a46e3804246bf82a92955096b3">base</a>;  <span class="comment">// The base or super &quot;class&quot; of the layer.</span></div>
<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160; </div>
<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;    <span class="comment">// Configurations of the layer, that can be configured by the user when creating the layer</span></div>
<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;    uint32_t example_configuration;</div>
<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160; </div>
<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;    <span class="comment">// Tensor pointer for trainable parameters [DEPRECATED]</span></div>
<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;    <a class="code" href="structaitensor.html">aitensor_t</a> *params;</div>
<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;    <a class="code" href="structaitensor.html">aitensor_t</a> *d_params;        <span class="comment">// Gradients</span></div>
<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160; </div>
<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;    <span class="comment">// If the shape of the result differs from the input shape, this array can be used for the result.</span></div>
<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;    <span class="comment">// If not, the result shape array of the input tensor can be used for the result tensor too.</span></div>
<div class="line"><a name="l00047"></a><span class="lineno"><a class="line" href="structailayer__template.html#ab733a6d9451ea97c43c593a495f26d51">   47</a></span>&#160;    uint16_t <a class="code" href="structailayer__template.html#ab733a6d9451ea97c43c593a495f26d51">result_shape</a>[2]; </div>
<div class="line"><a name="l00049"></a><span class="lineno"><a class="line" href="structailayer__template.html#afcc6c64ff572ae7408fe1c4bcfe7b9d1">   49</a></span>&#160;    <a class="code" href="structaitensor.html">aitensor_t</a> *<a class="code" href="structailayer__template.html#afcc6c64ff572ae7408fe1c4bcfe7b9d1">trainable_params</a>[2]; </div>
<div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="structailayer__template.html#a33b189c78566d57ad498dbf2cc364917">   50</a></span>&#160;    <a class="code" href="structaitensor.html">aitensor_t</a> *<a class="code" href="structailayer__template.html#a33b189c78566d57ad498dbf2cc364917">gradients</a>[2]; </div>
<div class="line"><a name="l00051"></a><span class="lineno"><a class="line" href="structailayer__template.html#a590c48e998a8a740439e38d0aa4302dd">   51</a></span>&#160;    <span class="keywordtype">void</span> *<a class="code" href="structailayer__template.html#a590c48e998a8a740439e38d0aa4302dd">optimem</a>[2]; </div>
<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    <span class="comment">// Make the math functions accessable for expert developers</span></div>
<div class="line"><a name="l00054"></a><span class="lineno"><a class="line" href="structailayer__template.html#a83c24bfde9518ea3fca2ed9ab785d59a">   54</a></span>&#160;    void (*<a class="code" href="structailayer__template.html#a83c24bfde9518ea3fca2ed9ab785d59a">copy_tensor</a>)(<span class="keyword">const</span> <a class="code" href="structaitensor.html">aitensor_t</a> *from, <a class="code" href="structaitensor.html">aitensor_t</a> *to); </div>
<div class="line"><a name="l00055"></a><span class="lineno"><a class="line" href="structailayer__template.html#a7674445f16490c6cacdb03157feab8c7">   55</a></span>&#160;    void (*<a class="code" href="structailayer__template.html#a7674445f16490c6cacdb03157feab8c7">tensor_add</a>)(<span class="keyword">const</span> <a class="code" href="structaitensor.html">aitensor_t</a> *a, <span class="keyword">const</span> <a class="code" href="structaitensor.html">aitensor_t</a> *b, <a class="code" href="structaitensor.html">aitensor_t</a> *result); </div>
<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;};</div>
<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160; </div>
<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="keyword">extern</span> <span class="keyword">const</span> <a class="code" href="structaicore__layertype.html">aicore_layertype_t</a> *ailayer_template_type;</div>
<div class="line"><a name="l00068"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a877916ceae42ff18b06bcbae07ee0908">   68</a></span>&#160;<a class="code" href="structailayer.html">ailayer_t</a> *<a class="code" href="ailayer__template_8h.html#a877916ceae42ff18b06bcbae07ee0908">ailayer_template</a>(<a class="code" href="structailayer__template.html">ailayer_template_t</a> *layer, <a class="code" href="structailayer.html">ailayer_t</a> *input_layer);</div>
<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160; </div>
<div class="line"><a name="l00074"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#acee3a4d7c24c145edd2adc193a2986d4">   74</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#acee3a4d7c24c145edd2adc193a2986d4">ailayer_template_forward</a>(<a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160; </div>
<div class="line"><a name="l00080"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#af5752cd98ed4d72cc9b785e9b62442b3">   80</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#af5752cd98ed4d72cc9b785e9b62442b3">ailayer_template_backward</a>(<a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160; </div>
<div class="line"><a name="l00086"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a187b2d82e879cd883f94c18b85cd6d5a">   86</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#a187b2d82e879cd883f94c18b85cd6d5a">ailayer_template_calc_result_shape</a>(<a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160; </div>
<div class="line"><a name="l00094"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a567a02d0b5013e1dbec32751415a4c75">   94</a></span>&#160;uint32_t <a class="code" href="ailayer__template_8h.html#a567a02d0b5013e1dbec32751415a4c75">ailayer_template_sizeof_paramem</a>(<span class="keyword">const</span> <a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160; </div>
<div class="line"><a name="l00101"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a7f438a2288e4fd51ffac82ebbc048ff0">  101</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#a7f438a2288e4fd51ffac82ebbc048ff0">ailayer_template_set_paramem</a>(<a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>, <span class="keywordtype">void</span> *memory_ptr);</div>
<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160; </div>
<div class="line"><a name="l00109"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#af928b71fdfe94a4e5bed3df2fc1f5f37">  109</a></span>&#160;uint32_t <a class="code" href="ailayer__template_8h.html#af928b71fdfe94a4e5bed3df2fc1f5f37">ailayer_template_sizeof_trainmem</a>(<span class="keyword">const</span> <a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160; </div>
<div class="line"><a name="l00116"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a23a312f2bbe3a375c3f9531943e1aa99">  116</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#a23a312f2bbe3a375c3f9531943e1aa99">ailayer_template_set_trainmem</a>(<a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>, <span class="keywordtype">void</span> *memory_ptr);</div>
<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160; </div>
<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="preprocessor">#ifdef AIDEBUG_PRINT_MODULE_SPECS</span></div>
<div class="line"><a name="l00123"></a><span class="lineno"><a class="line" href="ailayer__template_8h.html#a15aae05c03815f718ceec7017f3a52bd">  123</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="ailayer__template_8h.html#a15aae05c03815f718ceec7017f3a52bd">ailayer_template_print_specs</a>(<span class="keyword">const</span> <a class="code" href="structailayer.html">ailayer_t</a> *<span class="keyword">self</span>);</div>
<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="preprocessor">#endif</span></div>
<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160; </div>
<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;<span class="preprocessor">#endif </span><span class="comment">// TEMPLATE_LAYER</span></div>
<div class="ttc" id="aaifes__core_8h_html"><div class="ttname"><a href="aifes__core_8h.html">aifes_core.h</a></div><div class="ttdoc">AIfES 2 core interface.</div></div>
<div class="ttc" id="aailayer__template_8h_html_a15aae05c03815f718ceec7017f3a52bd"><div class="ttname"><a href="ailayer__template_8h.html#a15aae05c03815f718ceec7017f3a52bd">ailayer_template_print_specs</a></div><div class="ttdeci">void ailayer_template_print_specs(const ailayer_t *self)</div><div class="ttdoc">Print the layer specification.</div></div>
<div class="ttc" id="aailayer__template_8h_html_a187b2d82e879cd883f94c18b85cd6d5a"><div class="ttname"><a href="ailayer__template_8h.html#a187b2d82e879cd883f94c18b85cd6d5a">ailayer_template_calc_result_shape</a></div><div class="ttdeci">void ailayer_template_calc_result_shape(ailayer_t *self)</div><div class="ttdoc">Calculate the shape of the result tensor.</div></div>
<div class="ttc" id="aailayer__template_8h_html_a23a312f2bbe3a375c3f9531943e1aa99"><div class="ttname"><a href="ailayer__template_8h.html#a23a312f2bbe3a375c3f9531943e1aa99">ailayer_template_set_trainmem</a></div><div class="ttdeci">void ailayer_template_set_trainmem(ailayer_t *self, void *memory_ptr)</div><div class="ttdoc">Distribute provided memory to the training gradients pointers - mandatory for hidden layers</div></div>
<div class="ttc" id="aailayer__template_8h_html_a567a02d0b5013e1dbec32751415a4c75"><div class="ttname"><a href="ailayer__template_8h.html#a567a02d0b5013e1dbec32751415a4c75">ailayer_template_sizeof_paramem</a></div><div class="ttdeci">uint32_t ailayer_template_sizeof_paramem(const ailayer_t *self)</div><div class="ttdoc">Calculate and return the parameter memory size needed for this layer - mandatory for hidden layers</div></div>
<div class="ttc" id="aailayer__template_8h_html_a7f438a2288e4fd51ffac82ebbc048ff0"><div class="ttname"><a href="ailayer__template_8h.html#a7f438a2288e4fd51ffac82ebbc048ff0">ailayer_template_set_paramem</a></div><div class="ttdeci">void ailayer_template_set_paramem(ailayer_t *self, void *memory_ptr)</div><div class="ttdoc">Distribute provided memory to the parameter pointers - mandatory for hidden layers</div></div>
<div class="ttc" id="aailayer__template_8h_html_a877916ceae42ff18b06bcbae07ee0908"><div class="ttname"><a href="ailayer__template_8h.html#a877916ceae42ff18b06bcbae07ee0908">ailayer_template</a></div><div class="ttdeci">ailayer_t * ailayer_template(ailayer_template_t *layer, ailayer_t *input_layer)</div><div class="ttdoc">Initialize the given layer struct - mandatory</div></div>
<div class="ttc" id="aailayer__template_8h_html_acee3a4d7c24c145edd2adc193a2986d4"><div class="ttname"><a href="ailayer__template_8h.html#acee3a4d7c24c145edd2adc193a2986d4">ailayer_template_forward</a></div><div class="ttdeci">void ailayer_template_forward(ailayer_t *self)</div><div class="ttdoc">Calculate the forward path for given layer - mandatory</div></div>
<div class="ttc" id="aailayer__template_8h_html_af5752cd98ed4d72cc9b785e9b62442b3"><div class="ttname"><a href="ailayer__template_8h.html#af5752cd98ed4d72cc9b785e9b62442b3">ailayer_template_backward</a></div><div class="ttdeci">void ailayer_template_backward(ailayer_t *self)</div><div class="ttdoc">Calculate the backward (training) path for the given layer - depends on usability in training</div></div>
<div class="ttc" id="aailayer__template_8h_html_af928b71fdfe94a4e5bed3df2fc1f5f37"><div class="ttname"><a href="ailayer__template_8h.html#af928b71fdfe94a4e5bed3df2fc1f5f37">ailayer_template_sizeof_trainmem</a></div><div class="ttdeci">uint32_t ailayer_template_sizeof_trainmem(const ailayer_t *self)</div><div class="ttdoc">Calculate and return the necessary memory size needed by this layer for training - mandatory for hidd...</div></div>
<div class="ttc" id="astructaicore__layertype_html"><div class="ttname"><a href="structaicore__layertype.html">aicore_layertype</a></div><div class="ttdoc">Type indicator of the layer.</div><div class="ttdef"><b>Definition:</b> aifes_core.h:82</div></div>
<div class="ttc" id="astructailayer__template_html"><div class="ttname"><a href="structailayer__template.html">ailayer_template</a></div><div class="ttdoc">Template for general AIfES layers.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:35</div></div>
<div class="ttc" id="astructailayer__template_html_a33b189c78566d57ad498dbf2cc364917"><div class="ttname"><a href="structailayer__template.html#a33b189c78566d57ad498dbf2cc364917">ailayer_template::gradients</a></div><div class="ttdeci">aitensor_t * gradients[2]</div><div class="ttdoc">Gradients structure for the back propagation algorithm.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:50</div></div>
<div class="ttc" id="astructailayer__template_html_a590c48e998a8a740439e38d0aa4302dd"><div class="ttname"><a href="structailayer__template.html#a590c48e998a8a740439e38d0aa4302dd">ailayer_template::optimem</a></div><div class="ttdeci">void * optimem[2]</div><div class="ttdoc">Memory field used by the trainings optimizer.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:51</div></div>
<div class="ttc" id="astructailayer__template_html_a7674445f16490c6cacdb03157feab8c7"><div class="ttname"><a href="structailayer__template.html#a7674445f16490c6cacdb03157feab8c7">ailayer_template::tensor_add</a></div><div class="ttdeci">void(* tensor_add)(const aitensor_t *a, const aitensor_t *b, aitensor_t *result)</div><div class="ttdoc">Function pointer to the used tensor addition.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:55</div></div>
<div class="ttc" id="astructailayer__template_html_a83c24bfde9518ea3fca2ed9ab785d59a"><div class="ttname"><a href="structailayer__template.html#a83c24bfde9518ea3fca2ed9ab785d59a">ailayer_template::copy_tensor</a></div><div class="ttdeci">void(* copy_tensor)(const aitensor_t *from, aitensor_t *to)</div><div class="ttdoc">Function pointer to the used tensor copy function.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:54</div></div>
<div class="ttc" id="astructailayer__template_html_ab13782a46e3804246bf82a92955096b3"><div class="ttname"><a href="structailayer__template.html#ab13782a46e3804246bf82a92955096b3">ailayer_template::base</a></div><div class="ttdeci">ailayer_t base</div><div class="ttdoc">Inherited field members from general ailayer struct.</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:36</div></div>
<div class="ttc" id="astructailayer__template_html_ab733a6d9451ea97c43c593a495f26d51"><div class="ttname"><a href="structailayer__template.html#ab733a6d9451ea97c43c593a495f26d51">ailayer_template::result_shape</a></div><div class="ttdeci">uint16_t result_shape[2]</div><div class="ttdoc">Inference result tensor shape (n x m matrix).</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:47</div></div>
<div class="ttc" id="astructailayer__template_html_afcc6c64ff572ae7408fe1c4bcfe7b9d1"><div class="ttname"><a href="structailayer__template.html#afcc6c64ff572ae7408fe1c4bcfe7b9d1">ailayer_template::trainable_params</a></div><div class="ttdeci">aitensor_t * trainable_params[2]</div><div class="ttdoc">Pointer to the weights and biases (which are the trainable parameters).</div><div class="ttdef"><b>Definition:</b> ailayer_template.h:49</div></div>
<div class="ttc" id="astructailayer_html"><div class="ttname"><a href="structailayer.html">ailayer</a></div><div class="ttdoc">AIfES layer interface.</div><div class="ttdef"><b>Definition:</b> aifes_core.h:252</div></div>
<div class="ttc" id="astructaitensor_html"><div class="ttname"><a href="structaitensor.html">aitensor</a></div><div class="ttdoc">A tensor in AIfES.</div><div class="ttdef"><b>Definition:</b> aifes_math.h:89</div></div>
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